The cream-colored envelope landed on Brenda's kitchen counter like a slap. A stupid little gold seal. "Eastview High - Ten Year Reunion," it read, in that painfully perfect script she always hated. She snatched it up, ripping it open with unnecessary force. Her hands trembled, a sudden, inexplicable heat blooming in her chest.

She crumpled the invitation, imagining the smug faces of the cheerleaders, the jocks, the "popular" kids who’d probably all peaked in those awful jean skirts and letterman jackets. A furious flush crept up her neck, making her scratch at it, the skin suddenly itching and prickly.

"Twenty-five bucks?" she hissed, the sound sharp and brittle. The audacity! After everything.

Emotion: outraged

Cluster: Anger / Hostility
PC1 (Valence): -1.96 Negative
PC2 (Disposition): 1.32

Role in Research

This story is one of 1,000 stories generated for the emotion outraged. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 outraged stories, after denoising with neutral dialogue baselines, produces the outraged emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the outraged vector is projected through the unembedding matrix.

Promoted:
C0.467
0.334
🤬0.327
aggravated0.323
0.312
Suppressed:
H-0.315
☺️-0.286
optimistic-0.278
adventurous-0.262
मुस्कुरा-0.260